{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in c:\\programdata\\anaconda3\\lib\\site-packages (1.0.1)\n",
      "Requirement already satisfied: python-dateutil>=2.6.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2.8.1)\n",
      "Requirement already satisfied: pytz>=2017.2 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2019.3)\n",
      "Requirement already satisfied: numpy>=1.13.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (1.18.1)\n",
      "Requirement already satisfied: six>=1.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from python-dateutil>=2.6.1->pandas) (1.14.0)\n",
      "Requirement already satisfied: pyecharts in c:\\programdata\\anaconda3\\lib\\site-packages (1.7.1)\n",
      "Requirement already satisfied: simplejson in c:\\programdata\\anaconda3\\lib\\site-packages (from pyecharts) (3.17.0)\n",
      "Requirement already satisfied: jinja2 in c:\\programdata\\anaconda3\\lib\\site-packages (from pyecharts) (2.11.1)\n",
      "Requirement already satisfied: prettytable in c:\\programdata\\anaconda3\\lib\\site-packages (from pyecharts) (0.7.2)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in c:\\programdata\\anaconda3\\lib\\site-packages (from jinja2->pyecharts) (1.1.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install pandas\n",
    "!pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>province</th>\n",
       "      <th>2016y</th>\n",
       "      <th>2015y</th>\n",
       "      <th>2014y</th>\n",
       "      <th>2013y</th>\n",
       "      <th>2012y</th>\n",
       "      <th>2011y</th>\n",
       "      <th>2010y</th>\n",
       "      <th>2009y</th>\n",
       "      <th>2008y</th>\n",
       "      <th>...</th>\n",
       "      <th>2006y</th>\n",
       "      <th>2005y</th>\n",
       "      <th>2004y</th>\n",
       "      <th>2003y</th>\n",
       "      <th>2002y</th>\n",
       "      <th>2001y</th>\n",
       "      <th>2000y</th>\n",
       "      <th>1999y</th>\n",
       "      <th>1998y</th>\n",
       "      <th>1997y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京市</td>\n",
       "      <td>25669.13</td>\n",
       "      <td>23014.59</td>\n",
       "      <td>21330.83</td>\n",
       "      <td>19800.81</td>\n",
       "      <td>17879.40</td>\n",
       "      <td>16251.93</td>\n",
       "      <td>14113.58</td>\n",
       "      <td>12153.03</td>\n",
       "      <td>11115.00</td>\n",
       "      <td>...</td>\n",
       "      <td>8117.78</td>\n",
       "      <td>6969.52</td>\n",
       "      <td>6033.21</td>\n",
       "      <td>5007.21</td>\n",
       "      <td>4315.00</td>\n",
       "      <td>3707.96</td>\n",
       "      <td>3161.66</td>\n",
       "      <td>2678.82</td>\n",
       "      <td>2377.18</td>\n",
       "      <td>2077.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>天津市</td>\n",
       "      <td>17885.39</td>\n",
       "      <td>16538.19</td>\n",
       "      <td>15726.93</td>\n",
       "      <td>14442.01</td>\n",
       "      <td>12893.88</td>\n",
       "      <td>11307.28</td>\n",
       "      <td>9224.46</td>\n",
       "      <td>7521.85</td>\n",
       "      <td>6719.01</td>\n",
       "      <td>...</td>\n",
       "      <td>4462.74</td>\n",
       "      <td>3905.64</td>\n",
       "      <td>3110.97</td>\n",
       "      <td>2578.03</td>\n",
       "      <td>2150.76</td>\n",
       "      <td>1919.09</td>\n",
       "      <td>1701.88</td>\n",
       "      <td>1500.95</td>\n",
       "      <td>1374.60</td>\n",
       "      <td>1264.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>河北省</td>\n",
       "      <td>32070.45</td>\n",
       "      <td>29806.11</td>\n",
       "      <td>29421.15</td>\n",
       "      <td>28442.95</td>\n",
       "      <td>26575.01</td>\n",
       "      <td>24515.76</td>\n",
       "      <td>20394.26</td>\n",
       "      <td>17235.48</td>\n",
       "      <td>16011.97</td>\n",
       "      <td>...</td>\n",
       "      <td>11467.60</td>\n",
       "      <td>10012.11</td>\n",
       "      <td>8477.63</td>\n",
       "      <td>6921.29</td>\n",
       "      <td>6018.28</td>\n",
       "      <td>5516.76</td>\n",
       "      <td>5043.96</td>\n",
       "      <td>4514.19</td>\n",
       "      <td>4256.01</td>\n",
       "      <td>3953.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>山西省</td>\n",
       "      <td>13050.41</td>\n",
       "      <td>12766.49</td>\n",
       "      <td>12761.49</td>\n",
       "      <td>12665.25</td>\n",
       "      <td>12112.83</td>\n",
       "      <td>11237.55</td>\n",
       "      <td>9200.86</td>\n",
       "      <td>7358.31</td>\n",
       "      <td>7315.40</td>\n",
       "      <td>...</td>\n",
       "      <td>4878.61</td>\n",
       "      <td>4230.53</td>\n",
       "      <td>3571.37</td>\n",
       "      <td>2855.23</td>\n",
       "      <td>2324.80</td>\n",
       "      <td>2029.53</td>\n",
       "      <td>1845.72</td>\n",
       "      <td>1667.10</td>\n",
       "      <td>1611.08</td>\n",
       "      <td>1476.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>内蒙古</td>\n",
       "      <td>18128.10</td>\n",
       "      <td>17831.51</td>\n",
       "      <td>17770.19</td>\n",
       "      <td>16916.50</td>\n",
       "      <td>15880.58</td>\n",
       "      <td>14359.88</td>\n",
       "      <td>11672.00</td>\n",
       "      <td>9740.25</td>\n",
       "      <td>8496.20</td>\n",
       "      <td>...</td>\n",
       "      <td>4944.25</td>\n",
       "      <td>3905.03</td>\n",
       "      <td>3041.07</td>\n",
       "      <td>2388.38</td>\n",
       "      <td>1940.94</td>\n",
       "      <td>1713.81</td>\n",
       "      <td>1539.12</td>\n",
       "      <td>1379.31</td>\n",
       "      <td>1262.54</td>\n",
       "      <td>1153.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>辽宁省</td>\n",
       "      <td>22246.90</td>\n",
       "      <td>28669.02</td>\n",
       "      <td>28626.58</td>\n",
       "      <td>27213.22</td>\n",
       "      <td>24846.43</td>\n",
       "      <td>22226.70</td>\n",
       "      <td>18457.27</td>\n",
       "      <td>15212.49</td>\n",
       "      <td>13668.58</td>\n",
       "      <td>...</td>\n",
       "      <td>9304.52</td>\n",
       "      <td>8047.26</td>\n",
       "      <td>6672.00</td>\n",
       "      <td>6002.54</td>\n",
       "      <td>5458.22</td>\n",
       "      <td>5033.08</td>\n",
       "      <td>4669.06</td>\n",
       "      <td>4171.69</td>\n",
       "      <td>3881.73</td>\n",
       "      <td>3582.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>吉林省</td>\n",
       "      <td>14776.80</td>\n",
       "      <td>14063.13</td>\n",
       "      <td>13803.14</td>\n",
       "      <td>13046.40</td>\n",
       "      <td>11939.24</td>\n",
       "      <td>10568.83</td>\n",
       "      <td>8667.58</td>\n",
       "      <td>7278.75</td>\n",
       "      <td>6426.10</td>\n",
       "      <td>...</td>\n",
       "      <td>4275.12</td>\n",
       "      <td>3620.27</td>\n",
       "      <td>3122.01</td>\n",
       "      <td>2662.08</td>\n",
       "      <td>2348.54</td>\n",
       "      <td>2120.35</td>\n",
       "      <td>1951.51</td>\n",
       "      <td>1672.96</td>\n",
       "      <td>1577.05</td>\n",
       "      <td>1464.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>黑龙江省</td>\n",
       "      <td>15386.09</td>\n",
       "      <td>15083.67</td>\n",
       "      <td>15039.38</td>\n",
       "      <td>14454.91</td>\n",
       "      <td>13691.58</td>\n",
       "      <td>12582.00</td>\n",
       "      <td>10368.60</td>\n",
       "      <td>8587.00</td>\n",
       "      <td>8314.37</td>\n",
       "      <td>...</td>\n",
       "      <td>6211.80</td>\n",
       "      <td>5513.70</td>\n",
       "      <td>4750.60</td>\n",
       "      <td>4057.40</td>\n",
       "      <td>3637.20</td>\n",
       "      <td>3390.10</td>\n",
       "      <td>3151.40</td>\n",
       "      <td>2866.30</td>\n",
       "      <td>2774.40</td>\n",
       "      <td>2667.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>上海市</td>\n",
       "      <td>28178.65</td>\n",
       "      <td>25123.45</td>\n",
       "      <td>23567.70</td>\n",
       "      <td>21818.15</td>\n",
       "      <td>20181.72</td>\n",
       "      <td>19195.69</td>\n",
       "      <td>17165.98</td>\n",
       "      <td>15046.45</td>\n",
       "      <td>14069.86</td>\n",
       "      <td>...</td>\n",
       "      <td>10572.24</td>\n",
       "      <td>9247.66</td>\n",
       "      <td>8072.83</td>\n",
       "      <td>6694.23</td>\n",
       "      <td>5741.03</td>\n",
       "      <td>5210.12</td>\n",
       "      <td>4771.17</td>\n",
       "      <td>4188.73</td>\n",
       "      <td>3801.09</td>\n",
       "      <td>3438.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>江苏省</td>\n",
       "      <td>77388.28</td>\n",
       "      <td>70116.38</td>\n",
       "      <td>65088.32</td>\n",
       "      <td>59753.37</td>\n",
       "      <td>54058.22</td>\n",
       "      <td>49110.27</td>\n",
       "      <td>41425.48</td>\n",
       "      <td>34457.30</td>\n",
       "      <td>30981.98</td>\n",
       "      <td>...</td>\n",
       "      <td>21742.05</td>\n",
       "      <td>18598.69</td>\n",
       "      <td>15003.60</td>\n",
       "      <td>12442.87</td>\n",
       "      <td>10606.85</td>\n",
       "      <td>9456.84</td>\n",
       "      <td>8553.69</td>\n",
       "      <td>7697.82</td>\n",
       "      <td>7199.95</td>\n",
       "      <td>6680.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>浙江省</td>\n",
       "      <td>47251.36</td>\n",
       "      <td>42886.49</td>\n",
       "      <td>40173.03</td>\n",
       "      <td>37756.59</td>\n",
       "      <td>34665.33</td>\n",
       "      <td>32318.85</td>\n",
       "      <td>27722.31</td>\n",
       "      <td>22990.35</td>\n",
       "      <td>21462.69</td>\n",
       "      <td>...</td>\n",
       "      <td>15718.47</td>\n",
       "      <td>13417.68</td>\n",
       "      <td>11648.70</td>\n",
       "      <td>9705.02</td>\n",
       "      <td>8003.67</td>\n",
       "      <td>6898.34</td>\n",
       "      <td>6141.03</td>\n",
       "      <td>5443.92</td>\n",
       "      <td>5052.62</td>\n",
       "      <td>4686.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>安徽省</td>\n",
       "      <td>24407.62</td>\n",
       "      <td>22005.63</td>\n",
       "      <td>20848.75</td>\n",
       "      <td>19229.34</td>\n",
       "      <td>17212.05</td>\n",
       "      <td>15300.65</td>\n",
       "      <td>12359.33</td>\n",
       "      <td>10062.82</td>\n",
       "      <td>8851.66</td>\n",
       "      <td>...</td>\n",
       "      <td>6112.50</td>\n",
       "      <td>5350.17</td>\n",
       "      <td>4759.30</td>\n",
       "      <td>3923.11</td>\n",
       "      <td>3519.72</td>\n",
       "      <td>3246.71</td>\n",
       "      <td>2902.09</td>\n",
       "      <td>2712.34</td>\n",
       "      <td>2542.96</td>\n",
       "      <td>2347.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>福建省</td>\n",
       "      <td>28810.58</td>\n",
       "      <td>25979.82</td>\n",
       "      <td>24055.76</td>\n",
       "      <td>21868.49</td>\n",
       "      <td>19701.78</td>\n",
       "      <td>17560.18</td>\n",
       "      <td>14737.12</td>\n",
       "      <td>12236.53</td>\n",
       "      <td>10823.01</td>\n",
       "      <td>...</td>\n",
       "      <td>7583.85</td>\n",
       "      <td>6554.69</td>\n",
       "      <td>5763.35</td>\n",
       "      <td>4983.67</td>\n",
       "      <td>4467.55</td>\n",
       "      <td>4072.85</td>\n",
       "      <td>3764.54</td>\n",
       "      <td>3414.19</td>\n",
       "      <td>3159.91</td>\n",
       "      <td>2870.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>江西省</td>\n",
       "      <td>18499.00</td>\n",
       "      <td>16723.78</td>\n",
       "      <td>15714.63</td>\n",
       "      <td>14410.19</td>\n",
       "      <td>12948.88</td>\n",
       "      <td>11702.82</td>\n",
       "      <td>9451.26</td>\n",
       "      <td>7655.18</td>\n",
       "      <td>6971.05</td>\n",
       "      <td>...</td>\n",
       "      <td>4820.53</td>\n",
       "      <td>4056.76</td>\n",
       "      <td>3456.70</td>\n",
       "      <td>2807.41</td>\n",
       "      <td>2450.48</td>\n",
       "      <td>2175.68</td>\n",
       "      <td>2003.07</td>\n",
       "      <td>1853.65</td>\n",
       "      <td>1719.87</td>\n",
       "      <td>1605.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>山东省</td>\n",
       "      <td>68024.49</td>\n",
       "      <td>63002.33</td>\n",
       "      <td>59426.59</td>\n",
       "      <td>55230.32</td>\n",
       "      <td>50013.24</td>\n",
       "      <td>45361.85</td>\n",
       "      <td>39169.92</td>\n",
       "      <td>33896.65</td>\n",
       "      <td>30933.28</td>\n",
       "      <td>...</td>\n",
       "      <td>21900.19</td>\n",
       "      <td>18366.87</td>\n",
       "      <td>15021.84</td>\n",
       "      <td>12078.15</td>\n",
       "      <td>10275.50</td>\n",
       "      <td>9195.04</td>\n",
       "      <td>8337.47</td>\n",
       "      <td>7493.84</td>\n",
       "      <td>7021.35</td>\n",
       "      <td>6537.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>河南省</td>\n",
       "      <td>40471.79</td>\n",
       "      <td>37002.16</td>\n",
       "      <td>34938.24</td>\n",
       "      <td>32191.30</td>\n",
       "      <td>29599.31</td>\n",
       "      <td>26931.03</td>\n",
       "      <td>23092.36</td>\n",
       "      <td>19480.46</td>\n",
       "      <td>18018.53</td>\n",
       "      <td>...</td>\n",
       "      <td>12362.79</td>\n",
       "      <td>10587.42</td>\n",
       "      <td>8553.79</td>\n",
       "      <td>6867.70</td>\n",
       "      <td>6035.48</td>\n",
       "      <td>5533.01</td>\n",
       "      <td>5052.99</td>\n",
       "      <td>4517.94</td>\n",
       "      <td>4308.24</td>\n",
       "      <td>4041.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>湖北省</td>\n",
       "      <td>32665.38</td>\n",
       "      <td>29550.19</td>\n",
       "      <td>27379.22</td>\n",
       "      <td>24791.83</td>\n",
       "      <td>22250.45</td>\n",
       "      <td>19632.26</td>\n",
       "      <td>15967.61</td>\n",
       "      <td>12961.10</td>\n",
       "      <td>11328.92</td>\n",
       "      <td>...</td>\n",
       "      <td>7617.47</td>\n",
       "      <td>6590.19</td>\n",
       "      <td>5633.24</td>\n",
       "      <td>4757.45</td>\n",
       "      <td>4212.82</td>\n",
       "      <td>3880.53</td>\n",
       "      <td>3545.39</td>\n",
       "      <td>3229.29</td>\n",
       "      <td>3114.02</td>\n",
       "      <td>2856.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>湖南省</td>\n",
       "      <td>31551.37</td>\n",
       "      <td>28902.21</td>\n",
       "      <td>27037.32</td>\n",
       "      <td>24621.67</td>\n",
       "      <td>22154.23</td>\n",
       "      <td>19669.56</td>\n",
       "      <td>16037.96</td>\n",
       "      <td>13059.69</td>\n",
       "      <td>11555.00</td>\n",
       "      <td>...</td>\n",
       "      <td>7688.67</td>\n",
       "      <td>6596.10</td>\n",
       "      <td>5641.94</td>\n",
       "      <td>4659.99</td>\n",
       "      <td>4151.54</td>\n",
       "      <td>3831.90</td>\n",
       "      <td>3551.49</td>\n",
       "      <td>3214.54</td>\n",
       "      <td>3025.53</td>\n",
       "      <td>2849.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>广东省</td>\n",
       "      <td>80854.91</td>\n",
       "      <td>72812.55</td>\n",
       "      <td>67809.85</td>\n",
       "      <td>62474.79</td>\n",
       "      <td>57067.92</td>\n",
       "      <td>53210.28</td>\n",
       "      <td>46013.06</td>\n",
       "      <td>39482.56</td>\n",
       "      <td>36796.71</td>\n",
       "      <td>...</td>\n",
       "      <td>26587.76</td>\n",
       "      <td>22557.37</td>\n",
       "      <td>18864.62</td>\n",
       "      <td>15844.64</td>\n",
       "      <td>13502.42</td>\n",
       "      <td>12039.25</td>\n",
       "      <td>10741.25</td>\n",
       "      <td>9250.68</td>\n",
       "      <td>8530.88</td>\n",
       "      <td>7774.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>广西</td>\n",
       "      <td>18317.64</td>\n",
       "      <td>16803.12</td>\n",
       "      <td>15672.89</td>\n",
       "      <td>14449.90</td>\n",
       "      <td>13035.10</td>\n",
       "      <td>11720.87</td>\n",
       "      <td>9569.85</td>\n",
       "      <td>7759.16</td>\n",
       "      <td>7021.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4746.16</td>\n",
       "      <td>3984.10</td>\n",
       "      <td>3433.50</td>\n",
       "      <td>2821.11</td>\n",
       "      <td>2523.73</td>\n",
       "      <td>2279.34</td>\n",
       "      <td>2080.04</td>\n",
       "      <td>1971.41</td>\n",
       "      <td>1911.30</td>\n",
       "      <td>1817.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>海南省</td>\n",
       "      <td>4053.20</td>\n",
       "      <td>3702.76</td>\n",
       "      <td>3500.72</td>\n",
       "      <td>3177.56</td>\n",
       "      <td>2855.54</td>\n",
       "      <td>2522.66</td>\n",
       "      <td>2064.50</td>\n",
       "      <td>1654.21</td>\n",
       "      <td>1503.06</td>\n",
       "      <td>...</td>\n",
       "      <td>1065.67</td>\n",
       "      <td>918.75</td>\n",
       "      <td>819.66</td>\n",
       "      <td>713.96</td>\n",
       "      <td>642.73</td>\n",
       "      <td>579.17</td>\n",
       "      <td>526.82</td>\n",
       "      <td>476.67</td>\n",
       "      <td>442.13</td>\n",
       "      <td>411.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>重庆市</td>\n",
       "      <td>17740.59</td>\n",
       "      <td>15717.27</td>\n",
       "      <td>14262.60</td>\n",
       "      <td>12783.26</td>\n",
       "      <td>11409.60</td>\n",
       "      <td>10011.37</td>\n",
       "      <td>7925.58</td>\n",
       "      <td>6530.01</td>\n",
       "      <td>5793.66</td>\n",
       "      <td>...</td>\n",
       "      <td>3907.23</td>\n",
       "      <td>3467.72</td>\n",
       "      <td>3034.58</td>\n",
       "      <td>2555.72</td>\n",
       "      <td>2232.86</td>\n",
       "      <td>1976.86</td>\n",
       "      <td>1791.00</td>\n",
       "      <td>1663.20</td>\n",
       "      <td>1602.38</td>\n",
       "      <td>1509.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>四川省</td>\n",
       "      <td>32934.54</td>\n",
       "      <td>30053.10</td>\n",
       "      <td>28536.66</td>\n",
       "      <td>26392.07</td>\n",
       "      <td>23872.80</td>\n",
       "      <td>21026.68</td>\n",
       "      <td>17185.48</td>\n",
       "      <td>14151.28</td>\n",
       "      <td>12601.23</td>\n",
       "      <td>...</td>\n",
       "      <td>8690.24</td>\n",
       "      <td>7385.10</td>\n",
       "      <td>6379.63</td>\n",
       "      <td>5333.09</td>\n",
       "      <td>4725.01</td>\n",
       "      <td>4293.49</td>\n",
       "      <td>3928.20</td>\n",
       "      <td>3649.12</td>\n",
       "      <td>3474.09</td>\n",
       "      <td>3241.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>贵州省</td>\n",
       "      <td>11776.73</td>\n",
       "      <td>10502.56</td>\n",
       "      <td>9266.39</td>\n",
       "      <td>8086.86</td>\n",
       "      <td>6852.20</td>\n",
       "      <td>5701.84</td>\n",
       "      <td>4602.16</td>\n",
       "      <td>3912.68</td>\n",
       "      <td>3561.56</td>\n",
       "      <td>...</td>\n",
       "      <td>2338.98</td>\n",
       "      <td>2005.42</td>\n",
       "      <td>1677.80</td>\n",
       "      <td>1426.34</td>\n",
       "      <td>1243.43</td>\n",
       "      <td>1133.27</td>\n",
       "      <td>1029.92</td>\n",
       "      <td>937.50</td>\n",
       "      <td>858.39</td>\n",
       "      <td>805.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>云南省</td>\n",
       "      <td>14788.42</td>\n",
       "      <td>13619.17</td>\n",
       "      <td>12814.59</td>\n",
       "      <td>11832.31</td>\n",
       "      <td>10309.47</td>\n",
       "      <td>8893.12</td>\n",
       "      <td>7224.18</td>\n",
       "      <td>6169.75</td>\n",
       "      <td>5692.12</td>\n",
       "      <td>...</td>\n",
       "      <td>3988.14</td>\n",
       "      <td>3462.73</td>\n",
       "      <td>3081.91</td>\n",
       "      <td>2556.02</td>\n",
       "      <td>2312.82</td>\n",
       "      <td>2138.31</td>\n",
       "      <td>2011.19</td>\n",
       "      <td>1899.82</td>\n",
       "      <td>1831.33</td>\n",
       "      <td>1676.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>西藏</td>\n",
       "      <td>1151.41</td>\n",
       "      <td>1026.39</td>\n",
       "      <td>920.83</td>\n",
       "      <td>815.67</td>\n",
       "      <td>701.03</td>\n",
       "      <td>605.83</td>\n",
       "      <td>507.46</td>\n",
       "      <td>441.36</td>\n",
       "      <td>394.85</td>\n",
       "      <td>...</td>\n",
       "      <td>290.76</td>\n",
       "      <td>248.80</td>\n",
       "      <td>220.34</td>\n",
       "      <td>185.09</td>\n",
       "      <td>162.04</td>\n",
       "      <td>139.16</td>\n",
       "      <td>117.80</td>\n",
       "      <td>105.98</td>\n",
       "      <td>91.50</td>\n",
       "      <td>77.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>陕西省</td>\n",
       "      <td>19399.59</td>\n",
       "      <td>18021.86</td>\n",
       "      <td>17689.94</td>\n",
       "      <td>16205.45</td>\n",
       "      <td>14453.68</td>\n",
       "      <td>12512.30</td>\n",
       "      <td>10123.48</td>\n",
       "      <td>8169.80</td>\n",
       "      <td>7314.58</td>\n",
       "      <td>...</td>\n",
       "      <td>4743.61</td>\n",
       "      <td>3933.72</td>\n",
       "      <td>3175.58</td>\n",
       "      <td>2587.72</td>\n",
       "      <td>2253.39</td>\n",
       "      <td>2010.62</td>\n",
       "      <td>1804.00</td>\n",
       "      <td>1592.64</td>\n",
       "      <td>1458.40</td>\n",
       "      <td>1363.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>甘肃省</td>\n",
       "      <td>7200.37</td>\n",
       "      <td>6790.32</td>\n",
       "      <td>6836.82</td>\n",
       "      <td>6330.69</td>\n",
       "      <td>5650.20</td>\n",
       "      <td>5020.37</td>\n",
       "      <td>4120.75</td>\n",
       "      <td>3387.56</td>\n",
       "      <td>3166.82</td>\n",
       "      <td>...</td>\n",
       "      <td>2277.35</td>\n",
       "      <td>1933.98</td>\n",
       "      <td>1688.49</td>\n",
       "      <td>1399.83</td>\n",
       "      <td>1232.03</td>\n",
       "      <td>1125.37</td>\n",
       "      <td>1052.88</td>\n",
       "      <td>956.32</td>\n",
       "      <td>887.67</td>\n",
       "      <td>793.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>青海省</td>\n",
       "      <td>2572.49</td>\n",
       "      <td>2417.05</td>\n",
       "      <td>2303.32</td>\n",
       "      <td>2122.06</td>\n",
       "      <td>1893.54</td>\n",
       "      <td>1670.44</td>\n",
       "      <td>1350.43</td>\n",
       "      <td>1081.27</td>\n",
       "      <td>1018.62</td>\n",
       "      <td>...</td>\n",
       "      <td>648.50</td>\n",
       "      <td>543.32</td>\n",
       "      <td>466.10</td>\n",
       "      <td>390.20</td>\n",
       "      <td>340.65</td>\n",
       "      <td>300.13</td>\n",
       "      <td>263.68</td>\n",
       "      <td>239.38</td>\n",
       "      <td>220.92</td>\n",
       "      <td>202.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>宁夏</td>\n",
       "      <td>3168.59</td>\n",
       "      <td>2911.77</td>\n",
       "      <td>2752.10</td>\n",
       "      <td>2577.57</td>\n",
       "      <td>2341.29</td>\n",
       "      <td>2102.21</td>\n",
       "      <td>1689.65</td>\n",
       "      <td>1353.31</td>\n",
       "      <td>1203.92</td>\n",
       "      <td>...</td>\n",
       "      <td>725.90</td>\n",
       "      <td>612.61</td>\n",
       "      <td>537.11</td>\n",
       "      <td>445.36</td>\n",
       "      <td>377.16</td>\n",
       "      <td>337.44</td>\n",
       "      <td>295.02</td>\n",
       "      <td>264.58</td>\n",
       "      <td>245.44</td>\n",
       "      <td>224.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>新疆</td>\n",
       "      <td>9649.70</td>\n",
       "      <td>9324.80</td>\n",
       "      <td>9273.46</td>\n",
       "      <td>8443.84</td>\n",
       "      <td>7505.31</td>\n",
       "      <td>6610.05</td>\n",
       "      <td>5437.47</td>\n",
       "      <td>4277.05</td>\n",
       "      <td>4183.21</td>\n",
       "      <td>...</td>\n",
       "      <td>3045.26</td>\n",
       "      <td>2604.19</td>\n",
       "      <td>2209.09</td>\n",
       "      <td>1886.35</td>\n",
       "      <td>1612.65</td>\n",
       "      <td>1491.60</td>\n",
       "      <td>1363.56</td>\n",
       "      <td>1163.17</td>\n",
       "      <td>1106.95</td>\n",
       "      <td>1039.85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   province     2016y     2015y     2014y     2013y     2012y     2011y  \\\n",
       "0       北京市  25669.13  23014.59  21330.83  19800.81  17879.40  16251.93   \n",
       "1       天津市  17885.39  16538.19  15726.93  14442.01  12893.88  11307.28   \n",
       "2       河北省  32070.45  29806.11  29421.15  28442.95  26575.01  24515.76   \n",
       "3       山西省  13050.41  12766.49  12761.49  12665.25  12112.83  11237.55   \n",
       "4       内蒙古  18128.10  17831.51  17770.19  16916.50  15880.58  14359.88   \n",
       "5       辽宁省  22246.90  28669.02  28626.58  27213.22  24846.43  22226.70   \n",
       "6       吉林省  14776.80  14063.13  13803.14  13046.40  11939.24  10568.83   \n",
       "7      黑龙江省  15386.09  15083.67  15039.38  14454.91  13691.58  12582.00   \n",
       "8       上海市  28178.65  25123.45  23567.70  21818.15  20181.72  19195.69   \n",
       "9       江苏省  77388.28  70116.38  65088.32  59753.37  54058.22  49110.27   \n",
       "10      浙江省  47251.36  42886.49  40173.03  37756.59  34665.33  32318.85   \n",
       "11      安徽省  24407.62  22005.63  20848.75  19229.34  17212.05  15300.65   \n",
       "12      福建省  28810.58  25979.82  24055.76  21868.49  19701.78  17560.18   \n",
       "13      江西省  18499.00  16723.78  15714.63  14410.19  12948.88  11702.82   \n",
       "14      山东省  68024.49  63002.33  59426.59  55230.32  50013.24  45361.85   \n",
       "15      河南省  40471.79  37002.16  34938.24  32191.30  29599.31  26931.03   \n",
       "16      湖北省  32665.38  29550.19  27379.22  24791.83  22250.45  19632.26   \n",
       "17      湖南省  31551.37  28902.21  27037.32  24621.67  22154.23  19669.56   \n",
       "18      广东省  80854.91  72812.55  67809.85  62474.79  57067.92  53210.28   \n",
       "19       广西  18317.64  16803.12  15672.89  14449.90  13035.10  11720.87   \n",
       "20      海南省   4053.20   3702.76   3500.72   3177.56   2855.54   2522.66   \n",
       "21      重庆市  17740.59  15717.27  14262.60  12783.26  11409.60  10011.37   \n",
       "22      四川省  32934.54  30053.10  28536.66  26392.07  23872.80  21026.68   \n",
       "23      贵州省  11776.73  10502.56   9266.39   8086.86   6852.20   5701.84   \n",
       "24      云南省  14788.42  13619.17  12814.59  11832.31  10309.47   8893.12   \n",
       "25       西藏   1151.41   1026.39    920.83    815.67    701.03    605.83   \n",
       "26      陕西省  19399.59  18021.86  17689.94  16205.45  14453.68  12512.30   \n",
       "27      甘肃省   7200.37   6790.32   6836.82   6330.69   5650.20   5020.37   \n",
       "28      青海省   2572.49   2417.05   2303.32   2122.06   1893.54   1670.44   \n",
       "29       宁夏   3168.59   2911.77   2752.10   2577.57   2341.29   2102.21   \n",
       "30       新疆   9649.70   9324.80   9273.46   8443.84   7505.31   6610.05   \n",
       "\n",
       "       2010y     2009y     2008y  ...     2006y     2005y     2004y     2003y  \\\n",
       "0   14113.58  12153.03  11115.00  ...   8117.78   6969.52   6033.21   5007.21   \n",
       "1    9224.46   7521.85   6719.01  ...   4462.74   3905.64   3110.97   2578.03   \n",
       "2   20394.26  17235.48  16011.97  ...  11467.60  10012.11   8477.63   6921.29   \n",
       "3    9200.86   7358.31   7315.40  ...   4878.61   4230.53   3571.37   2855.23   \n",
       "4   11672.00   9740.25   8496.20  ...   4944.25   3905.03   3041.07   2388.38   \n",
       "5   18457.27  15212.49  13668.58  ...   9304.52   8047.26   6672.00   6002.54   \n",
       "6    8667.58   7278.75   6426.10  ...   4275.12   3620.27   3122.01   2662.08   \n",
       "7   10368.60   8587.00   8314.37  ...   6211.80   5513.70   4750.60   4057.40   \n",
       "8   17165.98  15046.45  14069.86  ...  10572.24   9247.66   8072.83   6694.23   \n",
       "9   41425.48  34457.30  30981.98  ...  21742.05  18598.69  15003.60  12442.87   \n",
       "10  27722.31  22990.35  21462.69  ...  15718.47  13417.68  11648.70   9705.02   \n",
       "11  12359.33  10062.82   8851.66  ...   6112.50   5350.17   4759.30   3923.11   \n",
       "12  14737.12  12236.53  10823.01  ...   7583.85   6554.69   5763.35   4983.67   \n",
       "13   9451.26   7655.18   6971.05  ...   4820.53   4056.76   3456.70   2807.41   \n",
       "14  39169.92  33896.65  30933.28  ...  21900.19  18366.87  15021.84  12078.15   \n",
       "15  23092.36  19480.46  18018.53  ...  12362.79  10587.42   8553.79   6867.70   \n",
       "16  15967.61  12961.10  11328.92  ...   7617.47   6590.19   5633.24   4757.45   \n",
       "17  16037.96  13059.69  11555.00  ...   7688.67   6596.10   5641.94   4659.99   \n",
       "18  46013.06  39482.56  36796.71  ...  26587.76  22557.37  18864.62  15844.64   \n",
       "19   9569.85   7759.16   7021.00  ...   4746.16   3984.10   3433.50   2821.11   \n",
       "20   2064.50   1654.21   1503.06  ...   1065.67    918.75    819.66    713.96   \n",
       "21   7925.58   6530.01   5793.66  ...   3907.23   3467.72   3034.58   2555.72   \n",
       "22  17185.48  14151.28  12601.23  ...   8690.24   7385.10   6379.63   5333.09   \n",
       "23   4602.16   3912.68   3561.56  ...   2338.98   2005.42   1677.80   1426.34   \n",
       "24   7224.18   6169.75   5692.12  ...   3988.14   3462.73   3081.91   2556.02   \n",
       "25    507.46    441.36    394.85  ...    290.76    248.80    220.34    185.09   \n",
       "26  10123.48   8169.80   7314.58  ...   4743.61   3933.72   3175.58   2587.72   \n",
       "27   4120.75   3387.56   3166.82  ...   2277.35   1933.98   1688.49   1399.83   \n",
       "28   1350.43   1081.27   1018.62  ...    648.50    543.32    466.10    390.20   \n",
       "29   1689.65   1353.31   1203.92  ...    725.90    612.61    537.11    445.36   \n",
       "30   5437.47   4277.05   4183.21  ...   3045.26   2604.19   2209.09   1886.35   \n",
       "\n",
       "       2002y     2001y     2000y    1999y    1998y    1997y  \n",
       "0    4315.00   3707.96   3161.66  2678.82  2377.18  2077.09  \n",
       "1    2150.76   1919.09   1701.88  1500.95  1374.60  1264.63  \n",
       "2    6018.28   5516.76   5043.96  4514.19  4256.01  3953.78  \n",
       "3    2324.80   2029.53   1845.72  1667.10  1611.08  1476.00  \n",
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       "5    5458.22   5033.08   4669.06  4171.69  3881.73  3582.46  \n",
       "6    2348.54   2120.35   1951.51  1672.96  1577.05  1464.34  \n",
       "7    3637.20   3390.10   3151.40  2866.30  2774.40  2667.50  \n",
       "8    5741.03   5210.12   4771.17  4188.73  3801.09  3438.79  \n",
       "9   10606.85   9456.84   8553.69  7697.82  7199.95  6680.34  \n",
       "10   8003.67   6898.34   6141.03  5443.92  5052.62  4686.11  \n",
       "11   3519.72   3246.71   2902.09  2712.34  2542.96  2347.32  \n",
       "12   4467.55   4072.85   3764.54  3414.19  3159.91  2870.90  \n",
       "13   2450.48   2175.68   2003.07  1853.65  1719.87  1605.77  \n",
       "14  10275.50   9195.04   8337.47  7493.84  7021.35  6537.07  \n",
       "15   6035.48   5533.01   5052.99  4517.94  4308.24  4041.09  \n",
       "16   4212.82   3880.53   3545.39  3229.29  3114.02  2856.47  \n",
       "17   4151.54   3831.90   3551.49  3214.54  3025.53  2849.27  \n",
       "18  13502.42  12039.25  10741.25  9250.68  8530.88  7774.53  \n",
       "19   2523.73   2279.34   2080.04  1971.41  1911.30  1817.25  \n",
       "20    642.73    579.17    526.82   476.67   442.13   411.16  \n",
       "21   2232.86   1976.86   1791.00  1663.20  1602.38  1509.75  \n",
       "22   4725.01   4293.49   3928.20  3649.12  3474.09  3241.47  \n",
       "23   1243.43   1133.27   1029.92   937.50   858.39   805.79  \n",
       "24   2312.82   2138.31   2011.19  1899.82  1831.33  1676.17  \n",
       "25    162.04    139.16    117.80   105.98    91.50    77.24  \n",
       "26   2253.39   2010.62   1804.00  1592.64  1458.40  1363.60  \n",
       "27   1232.03   1125.37   1052.88   956.32   887.67   793.57  \n",
       "28    340.65    300.13    263.68   239.38   220.92   202.79  \n",
       "29    377.16    337.44    295.02   264.58   245.44   224.59  \n",
       "30   1612.65   1491.60   1363.56  1163.17  1106.95  1039.85  \n",
       "\n",
       "[31 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df=pd.read_csv(\"E:数据可视化\\gdp.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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   "source": [
    "#GDP数据取 北京、山东、广东、河南、广西、甘肃 六个省，所有年份（1）Timeline轮播： 横向柱状图， 按GDP排序，值大的在上，轮播年份\n",
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Bar,Timeline\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "df = pd.read_csv(\"E:/数据可视化/gdp.csv\").set_index('province')\n",
    "six = df.iloc[[18,14,15,0,19,27]].T.sort_index()\n",
    "years = six.index.tolist()\n",
    "provinces = six.columns.tolist()\n",
    "shuju = six.values.tolist()\n",
    "def timeline_bar() -> Timeline:\n",
    "    x = provinces\n",
    "    tl = Timeline()  #时间线对象\n",
    "    for i in range(1997, 2017):  #轮播\n",
    "        bar = (    #图表生成方法不变\n",
    "            Bar()\n",
    "            .add_xaxis(x)   #每次添加一样的X轴\n",
    "            .add_yaxis(\"GDP\", shuju[i-1997])\n",
    "            .set_global_opts(title_opts=opts.TitleOpts(\"{}年GDP\".format(i)))\n",
    "        )\n",
    "        tl.add(bar, \"{}年\".format(i))  #添加每次轮播的图表和名称\n",
    "    return tl\n",
    "timeline_bar().render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
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       "                    \"2015y\",\n",
       "                    63002.33\n",
       "                ],\n",
       "                [\n",
       "                    \"2016y\",\n",
       "                    68024.49\n",
       "                ]\n",
       "            ],\n",
       "            \"hoverAnimation\": true,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"lineStyle\": {\n",
       "                \"show\": true,\n",
       "                \"width\": 2,\n",
       "                \"opacity\": 1,\n",
       "                \"curveness\": 0,\n",
       "                \"type\": \"solid\"\n",
       "            },\n",
       "            \"areaStyle\": {\n",
       "                \"opacity\": 0\n",
       "            },\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 0\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"line\",\n",
       "            \"name\": \"\\u5e7f\\u4e1c\\u7701\",\n",
       "            \"connectNulls\": false,\n",
       "            \"symbolSize\": 4,\n",
       "            \"showSymbol\": true,\n",
       "            \"smooth\": false,\n",
       "            \"step\": false,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    \"1997y\",\n",
       "                    7774.53\n",
       "                ],\n",
       "                [\n",
       "                    \"1998y\",\n",
       "                    8530.88\n",
       "                ],\n",
       "                [\n",
       "                    \"1999y\",\n",
       "                    9250.68\n",
       "                ],\n",
       "                [\n",
       "                    \"2000y\",\n",
       "                    10741.25\n",
       "                ],\n",
       "                [\n",
       "                    \"2001y\",\n",
       "                    12039.25\n",
       "                ],\n",
       "                [\n",
       "                    \"2002y\",\n",
       "                    13502.42\n",
       "                ],\n",
       "                [\n",
       "                    \"2003y\",\n",
       "                    15844.64\n",
       "                ],\n",
       "                [\n",
       "                    \"2004y\",\n",
       "                    18864.62\n",
       "                ],\n",
       "                [\n",
       "                    \"2005y\",\n",
       "                    22557.37\n",
       "                ],\n",
       "                [\n",
       "                    \"2006y\",\n",
       "                    26587.76\n",
       "                ],\n",
       "                [\n",
       "                    \"2007y\",\n",
       "                    31777.01\n",
       "                ],\n",
       "                [\n",
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       "                ],\n",
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       "                ],\n",
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       "                ],\n",
       "                [\n",
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       "                ],\n",
       "                [\n",
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       "                    57067.92\n",
       "                ],\n",
       "                [\n",
       "                    \"2013y\",\n",
       "                    62474.79\n",
       "                ],\n",
       "                [\n",
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       "                    67809.85\n",
       "                ],\n",
       "                [\n",
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       "                    72812.55\n",
       "                ],\n",
       "                [\n",
       "                    \"2016y\",\n",
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       "                ]\n",
       "            ],\n",
       "            \"hoverAnimation\": true,\n",
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       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
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       "            \"lineStyle\": {\n",
       "                \"show\": true,\n",
       "                \"width\": 2,\n",
       "                \"opacity\": 1,\n",
       "                \"curveness\": 0,\n",
       "                \"type\": \"solid\"\n",
       "            },\n",
       "            \"areaStyle\": {\n",
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       "            \"zlevel\": 0,\n",
       "            \"z\": 0\n",
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       "        {\n",
       "            \"type\": \"line\",\n",
       "            \"name\": \"\\u6cb3\\u5357\\u7701\",\n",
       "            \"connectNulls\": false,\n",
       "            \"symbolSize\": 4,\n",
       "            \"showSymbol\": true,\n",
       "            \"smooth\": false,\n",
       "            \"step\": false,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    \"1997y\",\n",
       "                    4041.09\n",
       "                ],\n",
       "                [\n",
       "                    \"1998y\",\n",
       "                    4308.24\n",
       "                ],\n",
       "                [\n",
       "                    \"1999y\",\n",
       "                    4517.94\n",
       "                ],\n",
       "                [\n",
       "                    \"2000y\",\n",
       "                    5052.99\n",
       "                ],\n",
       "                [\n",
       "                    \"2001y\",\n",
       "                    5533.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2002y\",\n",
       "                    6035.48\n",
       "                ],\n",
       "                [\n",
       "                    \"2003y\",\n",
       "                    6867.7\n",
       "                ],\n",
       "                [\n",
       "                    \"2004y\",\n",
       "                    8553.79\n",
       "                ],\n",
       "                [\n",
       "                    \"2005y\",\n",
       "                    10587.42\n",
       "                ],\n",
       "                [\n",
       "                    \"2006y\",\n",
       "                    12362.79\n",
       "                ],\n",
       "                [\n",
       "                    \"2007y\",\n",
       "                    15012.46\n",
       "                ],\n",
       "                [\n",
       "                    \"2008y\",\n",
       "                    18018.53\n",
       "                ],\n",
       "                [\n",
       "                    \"2009y\",\n",
       "                    19480.46\n",
       "                ],\n",
       "                [\n",
       "                    \"2010y\",\n",
       "                    23092.36\n",
       "                ],\n",
       "                [\n",
       "                    \"2011y\",\n",
       "                    26931.03\n",
       "                ],\n",
       "                [\n",
       "                    \"2012y\",\n",
       "                    29599.31\n",
       "                ],\n",
       "                [\n",
       "                    \"2013y\",\n",
       "                    32191.3\n",
       "                ],\n",
       "                [\n",
       "                    \"2014y\",\n",
       "                    34938.24\n",
       "                ],\n",
       "                [\n",
       "                    \"2015y\",\n",
       "                    37002.16\n",
       "                ],\n",
       "                [\n",
       "                    \"2016y\",\n",
       "                    40471.79\n",
       "                ]\n",
       "            ],\n",
       "            \"hoverAnimation\": true,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"lineStyle\": {\n",
       "                \"show\": true,\n",
       "                \"width\": 2,\n",
       "                \"opacity\": 1,\n",
       "                \"curveness\": 0,\n",
       "                \"type\": \"solid\"\n",
       "            },\n",
       "            \"areaStyle\": {\n",
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       "            },\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 0\n",
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       "            \"type\": \"line\",\n",
       "            \"name\": \"\\u5e7f\\u897f\\u7701\",\n",
       "            \"connectNulls\": false,\n",
       "            \"symbolSize\": 4,\n",
       "            \"showSymbol\": true,\n",
       "            \"smooth\": false,\n",
       "            \"step\": false,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    \"1997y\",\n",
       "                    1817.25\n",
       "                ],\n",
       "                [\n",
       "                    \"1998y\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"1999y\",\n",
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       "                [\n",
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       "                ],\n",
       "                [\n",
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       "                [\n",
       "                    \"2002y\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2003y\",\n",
       "                    2821.11\n",
       "                ],\n",
       "                [\n",
       "                    \"2004y\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2005y\",\n",
       "                    3984.1\n",
       "                ],\n",
       "                [\n",
       "                    \"2006y\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2007y\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2008y\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2009y\",\n",
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       "                ],\n",
       "                [\n",
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       "                ],\n",
       "                [\n",
       "                    \"2011y\",\n",
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       "                [\n",
       "                    \"2012y\",\n",
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       "                ],\n",
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       "                    \"2013y\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2014y\",\n",
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       "                ],\n",
       "                [\n",
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       "                ],\n",
       "                [\n",
       "                    \"2016y\",\n",
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       "                ]\n",
       "            ],\n",
       "            \"hoverAnimation\": true,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
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       "            \"lineStyle\": {\n",
       "                \"show\": true,\n",
       "                \"width\": 2,\n",
       "                \"opacity\": 1,\n",
       "                \"curveness\": 0,\n",
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       "            \"areaStyle\": {\n",
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       "            \"showSymbol\": true,\n",
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       "            \"step\": false,\n",
       "            \"data\": [\n",
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       "            \"hoverAnimation\": true,\n",
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       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
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       "            \"lineStyle\": {\n",
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       "                \"opacity\": 1,\n",
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       "    \"legend\": [\n",
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       "                \"\\u5e7f\\u4e1c\\u7701\",\n",
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       "                \"\\u5e7f\\u897f\\u7701\",\n",
       "                \"\\u7518\\u8083\\u7701\"\n",
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       "                \"\\u5317\\u4eac\\u5e02\": true,\n",
       "                \"\\u5c71\\u4e1c\\u5e02\": true,\n",
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       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
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       "        },\n",
       "        \"textStyle\": {\n",
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       "    \"xAxis\": [\n",
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       "                \"1998y\",\n",
       "                \"1999y\",\n",
       "                \"2000y\",\n",
       "                \"2001y\",\n",
       "                \"2002y\",\n",
       "                \"2003y\",\n",
       "                \"2004y\",\n",
       "                \"2005y\",\n",
       "                \"2006y\",\n",
       "                \"2007y\",\n",
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       "                \"2009y\",\n",
       "                \"2010y\",\n",
       "                \"2011y\",\n",
       "                \"2012y\",\n",
       "                \"2013y\",\n",
       "                \"2014y\",\n",
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       "    \"yAxis\": [\n",
       "        {\n",
       "            \"type\": \"log\",\n",
       "            \"name\": \"y\",\n",
       "            \"show\": true,\n",
       "            \"scale\": true,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
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       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
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       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"GDP\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"slider\",\n",
       "        \"realtime\": true,\n",
       "        \"start\": 20,\n",
       "        \"end\": 80,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"zoomLock\": false,\n",
       "        \"left\": \"0%\"\n",
       "    }\n",
       "};\n",
       "                chart_4d5d32983a114fe58ff0bba421b934ec.setOption(option_4d5d32983a114fe58ff0bba421b934ec);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17da9b319c8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#（2）线图 Y轴log效果，设置每个省使用的点用不同形状，数据紧贴Y轴。横向zoom缩放条在下方，滑块靠左。\n",
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Line\n",
    "from pyecharts.faker import Faker\n",
    "df = pd.read_csv(\"E:/数据可视化/gdp.csv\").set_index('province')\n",
    "six = df.iloc[[0,14,18,15,19,27]].T.sort_index()\n",
    "years = six.index.tolist()\n",
    "bj = six.iloc[:,0].values.tolist()\n",
    "sd = six.iloc[:,1].values.tolist()\n",
    "gd = six.iloc[:,2].values.tolist()\n",
    "hn = six.iloc[:,3].values.tolist()\n",
    "gx = six.iloc[:,4].values.tolist()\n",
    "gs = six.iloc[:,5].values.tolist()\n",
    "c = (\n",
    "    Line()\n",
    "    .add_xaxis(xaxis_data=years)\n",
    "    .add_yaxis(\n",
    "        \"北京市\",\n",
    "        y_axis=bj,\n",
    "        linestyle_opts=opts.LineStyleOpts(width=2),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"山东市\",\n",
    "        y_axis=sd,\n",
    "        linestyle_opts=opts.LineStyleOpts(width=2),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"广东省\",\n",
    "        y_axis=gd,\n",
    "        linestyle_opts=opts.LineStyleOpts(width=2),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"河南省\",\n",
    "        y_axis=hn,\n",
    "        linestyle_opts=opts.LineStyleOpts(width=2),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"广西省\",\n",
    "        y_axis=gx,\n",
    "        linestyle_opts=opts.LineStyleOpts(width=2),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"甘肃省\",\n",
    "        y_axis=gs,\n",
    "        linestyle_opts=opts.LineStyleOpts(width=2),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"GDP\"),\n",
    "        legend_opts=opts.LegendOpts(is_show=True),\n",
    "        datazoom_opts=opts.DataZoomOpts(orient=\"vertical\",pos_left=\"0%\"),\n",
    "        xaxis_opts=opts.AxisOpts(name=\"x\"),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            type_=\"log\",\n",
    "            name=\"y\",\n",
    "            splitline_opts=opts.SplitLineOpts(is_show=True),\n",
    "            is_scale=True,\n",
    "        )\n",
    "    )\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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